Search Results for author: HongSeok Kim

Found 3 papers, 1 papers with code

Fully Decentralized Peer-to-Peer Community Grid with Dynamic and Congestion Pricing

no code implementations9 Aug 2023 Hien Thanh Doan, Truong Hoang Bao Huy, Daehee Kim, HongSeok Kim

An initial step towards addressing these problems is the design of a new decentralized P2P electricity market with two dynamic grid pricing schemes that are determined by consumer demand.

Self-supervised Equality Embedded Deep Lagrange Dual for Approximate Constrained Optimization

no code implementations11 Jun 2023 Minsoo Kim, HongSeok Kim

Furthermore, we prove the convergence of DeepLDE and show that the primal-dual learning method alone cannot ensure equality constraints without the help of equality embedding.

Markov Chain Score Ascent: A Unifying Framework of Variational Inference with Markovian Gradients

1 code implementation13 Jun 2022 Kyurae Kim, Jisu Oh, Jacob R. Gardner, Adji Bousso Dieng, HongSeok Kim

Minimizing the inclusive Kullback-Leibler (KL) divergence with stochastic gradient descent (SGD) is challenging since its gradient is defined as an integral over the posterior.

Variational Inference

Cannot find the paper you are looking for? You can Submit a new open access paper.